SOTAVerified

Time Series Anomaly Detection

Papers

Showing 7180 of 264 papers

TitleStatusHype
F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain InformationCode1
Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly DetectionCode1
Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoTCode1
Local Evaluation of Time Series Anomaly Detection AlgorithmsCode1
Detecting Multivariate Time Series Anomalies with Zero Known LabelCode1
Anomaly Detection for Time Series Using VAE-LSTM Hybrid ModelCode1
Can Multimodal LLMs Perform Time Series Anomaly Detection?Code1
Entropy Causal Graphs for Multivariate Time Series Anomaly DetectionCode1
Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly DetectionCode1
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TimeVQVAE-ADaccuracy0.71Unverified
2Matrix Profile STUMPYaccuracy0.51Unverified
3MDIaccuracy0.47Unverified
4Matrix Profile SCRIMPaccuracy0.42Unverified
5RCFaccuracy0.39Unverified
6IFaccuracy0.38Unverified
7Convolutional AEaccuracy0.35Unverified
8SR-CNNaccuracy0.3Unverified
9USADaccuracy0.28Unverified
10AEaccuracy0.24Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.3Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.5Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.45Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.51Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.68Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.13Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.65Unverified